Models Model details

StepFun

StepFun: Step 3.7 Flash

stepfun/step-3.7-flash

Step 3.7 Flash is StepFun's latest high-efficiency multimodal Mixture-of-Experts model. It pairs a 196B-parameter language backbone with a vision encoder for native image and video understanding, activating roughly 11B parameters per token. The model supports a 256K context window and exposes selectable reasoning levels (high/medium/low), letting callers trade off speed, cost, and depth of reasoning. Designed for coding, agentic workflows, structured outputs, and long-context productivity tasks.

Input
$0.2

/ 1M tokens

Output
$1.15

/ 1M tokens

Context window
262.14K

tokens

Limits

Context

262,144

tokens

Max output

230,400

88% of the context window

Parameters

201,365,316,160

Model facts

Author

StepFun

Tokenizer

Other

Modality

Text + Image + Video -> Text

License

Apache-2.0

Created

May 28, 2026

Hugging Face

stepfun-ai/Step-3.7-Flash

Reasoning

RequiredDefault MediumHighMediumLow

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextInput · ImageInput · VideoOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogprobsMax tokensPresence penaltyReasoningReasoning effortRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop logprobsTop p

Capability scores

39.6
Coding index

Better than 34% of models compared

19.5
Intelligence index

Better than 46% of models compared

Creative tasks

Category performance

ASCII art
Top 64%

1152 Elo

44.7% win

Websites
Top 49%

1197 Elo

43.9% win

Data visualization
Top 60%

1173 Elo

42.9% win

Code
Top 54%

1183 Elo

42.4% win

UI components
Top 55%

1180 Elo

42.0% win

3D
Top 62%

1130 Elo

40.5% win

Games
Top 59%

1162 Elo

38.9% win

SVG
Top 79%

1083 Elo

37.3% win